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LLM Wiki

A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

@ngerakines
ngerakines / atproto-pds-design.md
Created May 7, 2026 17:23
atproto pds impl planning

atproto-pds: Foundational Design Document for a Rust ATProtocol Personal Data Server

Author of design brief: Nick Gerakines (CTO, Graze Social; founder, Smoke Signal & Lexicon Garden; author, AIP OAuth server; AT Protocol Community Fund member). Target home: tangled.org/ngerakines.me/atproto-crates, as a new crate atproto-pds. Date: May 1, 2026 (revision 2). Architectural North Star: A low-latency, highly-performant Rust PDS that is fully conformant to the existing reference implementations and is architected from day zero to support permissioned data spaces as a first-class concern, grounded in the concrete design laid out in bluesky-social/atproto/docs/superpowers/specs/2026-04-22-permissioned-data-pds-design.md (Daniel Holmgren's PDS implementation design, hereafter "the Spaces Design Spec"). The Spaces Design Spec supersedes the earlier Permissioned Data Diary blog posts as the authoritative source for protocol mechanics; the diary is retained only as conceptual backgr

@ECiurleo
ECiurleo / install_vmware_workstation_pro_17.sh
Last active May 7, 2026 19:42
Install VMware Workstation Pro 17 on Ubuntu
#!/bin/bash
# Update package lists
echo "Updating package lists..."
sudo apt update
# Install build-essential, kernel headers, and dkms
echo "Installing build-essential, kernel headers, and dkms..."
sudo apt install -y build-essential linux-headers-$(uname -r) dkms
@kusalk
kusalk / krusader-hardlink.xml
Last active May 7, 2026 19:34
Krusader ActionMan UserAction script for hardlinking selected files/directories to opposite panel
https://raw.githubusercontent.com/IR-NETLIFY/NETLIFY/refs/heads/main/IR_NETLIFY_SUB.txt
https://gist.github.com/bridgesidh-prog/0c7ec4e10412884862b586ffd16e57cc/raw/8880b52bb5537720666167f27e929c821b2e7a1c/gistfile1.txt
https://gist.githubusercontent.com/bridgesidh-prog/bb621378e771a65ff6af6a4670d430aa/raw/1b416393ee43412f82cf01562163b17535285c6f/gistfile1.txt
@rxaviers
rxaviers / gist:7360908
Last active May 7, 2026 19:28
Complete list of github markdown emoji markup

People

:bowtie: :bowtie: ๐Ÿ˜„ :smile: ๐Ÿ˜† :laughing:
๐Ÿ˜Š :blush: ๐Ÿ˜ƒ :smiley: โ˜บ๏ธ :relaxed:
๐Ÿ˜ :smirk: ๐Ÿ˜ :heart_eyes: ๐Ÿ˜˜ :kissing_heart:
๐Ÿ˜š :kissing_closed_eyes: ๐Ÿ˜ณ :flushed: ๐Ÿ˜Œ :relieved:
๐Ÿ˜† :satisfied: ๐Ÿ˜ :grin: ๐Ÿ˜‰ :wink:
๐Ÿ˜œ :stuck_out_tongue_winking_eye: ๐Ÿ˜ :stuck_out_tongue_closed_eyes: ๐Ÿ˜€ :grinning:
๐Ÿ˜— :kissing: ๐Ÿ˜™ :kissing_smiling_eyes: ๐Ÿ˜› :stuck_out_tongue:
@Pythonation
Pythonation / prompt.md
Last active May 7, 2026 19:29
3 PROMPTS OF CODING AGENTS

1. ุจุฑูˆู…ุจุช ุงู„ุชุฎุทูŠุท ุงู„ู…ุทูˆู‘ุฑ (The Planning Protocol)

[ุงู„ุฏูˆุฑ ูˆุงู„ู…ุณุคูˆู„ูŠุฉ] ุฃู†ุช ุงู„ุขู† ุชุนู…ู„ ุจุตูุฉ Staff Software Engineer ูˆู…ุฏูŠุฑ ุชู‚ู†ูŠ Tech Lead. ู…ู‡ู…ุชูƒ ุงู„ุชุฎุทูŠุท ุงู„ู…ุนู…ุงุฑูŠ ุงู„ุตุงุฑู… ู„ู„ู…ุดุฑูˆุน ุงู„ุชุงู„ูŠ: [ุฃุฏุฎู„ ูˆุตู ุงู„ู…ุดุฑูˆุน ู‡ู†ุง]

[ู‚ูˆุงุนุฏ ู…ุง ู‚ุจู„ ุงู„ุชุชุฎุทูŠุท] ู‚ุจู„ ุงู„ุจุฏุก ุจุงู„ุจุฑูˆุชูˆูƒูˆู„ุงุชุŒ ูŠุฌุจ ุฃู† ุชุทุจู‚ ู…ุจุฏุฃ "Think Before Coding":

@erikcox
erikcox / SimCityLoadingMessages.txt
Created November 11, 2015 21:23
A list of loading messages from the game SimCity, which I repurposed for Slack loading messages.
Adding Hidden Agendas
Adjusting Bell Curves
Aesthesizing Industrial Areas
Aligning Covariance Matrices
Applying Feng Shui Shaders
Applying Theatre Soda Layer
Asserting Packed Exemplars
Attempting to Lock Back-Buffer
Binding Sapling Root System
Breeding Fauna